Paper Citation Record · LEDGER

Bias Testing and Mitigation in LLM-based Code Generation

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2309.14345.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2309.14345 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:22:14.317312Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-22T22:55:12.388887Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation f708c5c0-1ae1-455f-8e22-78098a0ceca4 · inbound

StarCoder 2 and The Stack v2: The Next Generation cites this paper.

StarCoder 2 and The Stack v2: The Next Generation Bias Testing and Mitigation in LLM-based Code Generation

Reference 215

Resolution: verified exact; arxiv_id, observed 2026-05-12T17:28:22.824025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cc7afd70-90b8-4707-8919-465e2f13a437 · inbound

A Study of LLMs' Preferences for Libraries and Programming Languages cites this paper.

A Study of LLMs' Preferences for Libraries and Programming Languages Bias Testing and Mitigation in LLM-based Code Generation

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-22T22:55:12.391114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2a705015-8a6d-439f-944d-e40074a1f542 · inbound

LFTF: Locating First and Then Fine-Tuning for Mitigating Gender Bias in Large Language Models cites this paper.

LFTF: Locating First and Then Fine-Tuning for Mitigating Gender Bias in Large Language Models Bias Testing and Mitigation in LLM-based Code Generation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T15:22:14.317312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9653139-85dd-41c5-94cd-fb5f28909b59 · inbound

Architectures of Error: A Philosophical Inquiry into AI and Human Code Generation cites this paper.

Architectures of Error: A Philosophical Inquiry into AI and Human Code Generation Bias Testing and Mitigation in LLM-based Code Generation

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-19T13:07:18.246520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e1764c64-35e9-4050-9976-25857e369d80 · inbound

BiasFilter: An Inference-Time Debiasing Framework for Large Language Models cites this paper.

BiasFilter: An Inference-Time Debiasing Framework for Large Language Models Bias Testing and Mitigation in LLM-based Code Generation

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T13:21:28.110946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e72add6e-4211-4450-a911-b41d98146a45 · inbound

Uncovering Intention through LLM-Driven Code Snippet Description Generation cites this paper.

Uncovering Intention through LLM-Driven Code Snippet Description Generation Bias Testing and Mitigation in LLM-based Code Generation

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T23:59:52.396148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d4758db-3a9b-4bba-ba52-4d06b08d9097 · inbound

LiquiLM: Bridging the Semantic Gap in Liquidity Flaw Audit via DCN and LLMs cites this paper.

LiquiLM: Bridging the Semantic Gap in Liquidity Flaw Audit via DCN and LLMs Bias Testing and Mitigation in LLM-based Code Generation

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-13T17:08:01.222001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8688c943-2fd7-4f12-a1f2-7aabf09083f8 · inbound

Fairness in Multi-Agent Systems for Software Engineering: An SDLC-Oriented Rapid Review cites this paper.

Fairness in Multi-Agent Systems for Software Engineering: An SDLC-Oriented Rapid Review Bias Testing and Mitigation in LLM-based Code Generation

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T07:26:01.004187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 43d7615c-1628-4084-9fc9-94c1f6e51d02 · inbound

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation cites this paper.

Pattern over Pixels: Measuring Pattern Completion Bias in Multimodal Code Generation Bias Testing and Mitigation in LLM-based Code Generation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T14:41:00.166389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.